You definitely need a bigger needle. Even 100/16 needles might be too small for a 12 wt thread. I would try that first, stitching slower than usual. If you still have problems, could you do your quilting from the back? The heavy thread would likely be fine in the bobbin with standard 50 wt in the needle.
Have fun at IQF!